Table 6.
Systolic blood pressure | Diastolic blood pressure | Waist circumference | Triglycerides | HDL-cholesterol | LDL-cholesterol | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
β | p | β | p | β | p | β | p | β | p | β | p | |
Model 1 | ||||||||||||
Age | 0.32 | < 0.001 | 0.18 | 0.006 | 0.27 | < 0.001 | 0.25 | < 0.001 | 0.01 | 0.81 | 0.24 | 0.0003 |
Sex (M/F) | − 0.28 | < 0.001 | − 0.01 | 0.82 | − 0.18 | 0.0002 | − 0.01 | 0.96 | 0.24 | < 0.001 | 0.08 | 0.23 |
Medication (no/yes) | − 0.06 | 0.32 | − 0.08 | 0.25 | 0.21 | 0.18 | 0.04 | 0.50 | − 0.11 | 0.044 | − 0.06 | 0.39 |
Normal glucose tolerance (yes/no) | 0.11 | 0.046 | 0.09 | 0.13 | 0.05 | 0.24 | − 0.04 | 0.45 | 0.08 | 0.15 | − 0.01 | 0.92 |
FLAIS | − 0.19 | 0.004 | − 0.31 | < 0.001 | − 0.52 | < 0.001 | − 0.44 | < 0.001 | 0.38 | < 0.001 | − 0.28 | < 0.001 |
R2 of the model | 0.29 | 0.15 | 0.53 | 0.24 | 0.31 | 0.09 | ||||||
Corrected R2 | 0.28 | 0.13 | 0.52 | 0.23 | 0.29 | 0.08 | ||||||
AIC | 1790 | 1530 | 1457 | − 1106 | 1746 | 2381 | ||||||
Model 2 | ||||||||||||
Age | 0.29 | < 0.001 | 0.14 | 0.03 | 0.20 | < 0.001 | 0.19 | 0.002 | 0.06 | 0.26 | 0.20 | 0.003 |
Sex (M/F) | − 0.38 | < 0.001 | − 0.15 | 0.005 | − 0.41 | < 0.001 | − 0.20 | < 0.001 | 0.41 | < 0.001 | − 0.05 | 0.32 |
Medication (no/yes) | − 0.04 | 0.52 | − 0.06 | 0.32 | 0.08 | 0.08 | 0.06 | 0.30 | − 0.13 | 0.017 | − 0.03 | 0.59 |
Normal glucose tolerance (yes/no) | 0.13 | 0.021 | 0.07 | 0.21 | − 0.01 | 0.91 | − 0.06 | 0.29 | 0.09 | 0.09 | 0.001 | 0.99 |
HOMA-IR | 0.08 | 0.15 | 0.25 | < 0.001 | 0.51 | < 0.001 | 0.36 | < 0.001 | − 0.30 | < 0.001 | 0.18 | 0.003 |
R2 of the model | 0.28 | 0.14 | 0.59 | 0.24 | 0.30 | 0.07 | ||||||
Corrected R2 | 0.27 | 0.13 | 0.59 | 0.23 | 0.29 | 0.06 | ||||||
AIC | 1796 | 1531 | 1407 | − 1104 | 1748 | 2388 | ||||||
Δ AIC | − 6.52 | − 0.501 | 49.26 | − 2.214 | − 2.252 | − 7.03 | ||||||
The preferred model (comparison with Model 1) | Model 1 (FLAIS) | Model 1 (FLAIS) | Model 2 (HOMA-IR) | Model 1 (FLAIS) | Model 1 (FLAIS) | Model 1 (FLAIS) | ||||||
The probability that the referred model is correct | 96.3% | 56.23% | 99.99% | 75.16% | 75.51% | 97.11% | ||||||
Model 3 | ||||||||||||
Age | 0.29 | < 0.001 | 0.14 | 0.032 | 0.20 | < 0.001 | 0.19 | 0.002 | 0.06 | 0.26 | 0.20 | 0.003 |
Sex (M/F) | − 0.38 | < 0.001 | − 0.16 | 0.004 | − 0.42 | < 0.001 | − 0.21 | < 0.001 | 0.41 | < 0.001 | − 0.06 | 0.31 |
Medication (no/yes) | − 0.03 | 0.55 | − 0.06 | 0.36 | 0.09 | 0.053 | 0.07 | 0.26 | − 0.14 | 0.014 | − 0.03 | 0.61 |
Normal glucose tolerance (yes/no) | 0.13 | 0.017 | 0.08 | 0.19 | − 0.01 | 0.91 | − 0.06 | 0.29 | 0.09 | 0.078 | − 0.01 | 0.97 |
QUICKI | − 0.06 | 0.24 | − 0.24 | < 0.001 | − 0.50 | < 0.001 | − 0.35 | < 0.001 | 0.31 | < 0.001 | − 0.18 | 0.002 |
R2 of the model | 0.27 | 0.14 | 0.58 | 0.24 | 0.30 | 0.08 | ||||||
Corrected R2 | 0.26 | 0.13 | 0.58 | 0.22 | 0.29 | 0.06 | ||||||
AIC | 1797 | 1533 | 1413 | − 1103 | 1747 | 2387 | ||||||
Δ AIC | − 7.253 | − 2.72 | 43.23 | − 3.237 | − 1.127 | − 6.554 | ||||||
The preferred model (comparison with Model 1) | Model 1 (FLAIS) | Model 1 (FLAIS) | Model 3 (QUICKI) | Model 1 (FLAIS) | Model 1 (FLAIS) | Model 1 (FLAIS) | ||||||
The probability that the referred model is correct | 97.41% | 79.58% | 99.99% | 83.46% | 63.73% | 96.36% | ||||||
Model 4 | ||||||||||||
Age | 0.29 | < 0.001 | 0.12 | 0.069 | 0.16 | < 0.001 | 0.16 | 0.006 | 0.09 | 0.11 | 0.19 | 0.003 |
Sex (M/F) | − 0.38 | < 0.001 | − 0.16 | 0.003 | − 0.43 | < 0.001 | − 0.22 | < 0.001 | 0.42 | < 0.001 | − 0.08 | 0.16 |
Medication (no/yes) | − 0.04 | 0.50 | − 0.06 | 0.37 | 0.09 | 0.046 | 0.06 | 0.29 | − 0.14 | 0.011 | − 0.04 | 0.52 |
Normal glucose tolerance (yes/no) | 0.11 | 0.045 | 0.06 | 0.29 | − 0.01 | 0.77 | − 0.09 | 0.099 | 0.10 | 0.059 | − 0.01 | 0.96 |
Matsuda index | − 0.10 | 0.06 | − 0.26 | < 0.001 | − 0.49 | < 0.001 | − 0.40 | < 0.001 | 0.31 | < 0.001 | − 0.15 | 0.012 |
R2 of the model | 0.28 | 0.14 | 0.56 | 0.26 | 0.30 | 0.07 | ||||||
Corrected R2 | 0.27 | 0.13 | 0.56 | 0.25 | 0.29 | 0.06 | ||||||
AIC | 1786 (vs 1781) | 1524 (vs 1523) | 1422 (vs 1450) | − 1106 (vs − 1099) | 1739 (vs 1736) | 2367 (vs 2358) | ||||||
Δ AIC | − 5.011 | − 1.282 | 27.59 | 7.65 | − 3.304 | − 9.047 | ||||||
The preferred model (comparison with Model 1) | Model 1 (FLAIS) | Model 1 (FLAIS) | Model 4 (Matsuda) | Model 4 (Matsuda) | Model 1 (FLAIS) | Model 1 (FLAIS) | ||||||
The probability that the referred model is correct | 92.45% | 65.5% | 99.99% | 97.86% | 83.91% | 98.93% |
Significant beta coefficients are indicated in bold. AIC, Akaike Information Criterion. The lower AIC, the better fit of the model. Δ AIC was calculated as AIC model 1—AIC model 2, 3 or 4, i.e. the negative values indicate that the preferred model is model 1 (with FLAIS)
Matsuda index was calculated in 337, therefore, slightly different AIC from Model 1 was taken for comparisons and ΔAIC calculation